Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 1 |
| Missing cells (%) | < 0.1% |
| Total size in memory | 820.4 KiB |
| Average record size in memory | 168.0 B |
Variable types
| Categorical | 7 |
|---|---|
| Numeric | 14 |
state has a high cardinality: 51 distinct values | High cardinality |
phone_number has a high cardinality: 5000 distinct values | High cardinality |
total_eve_charge has a high cardinality: 1660 distinct values | High cardinality |
total_day_minutes is highly overall correlated with total_day_charge | High correlation |
total_day_charge is highly overall correlated with total_day_minutes | High correlation |
total_night_minutes is highly overall correlated with total_night_charge | High correlation |
total_night_charge is highly overall correlated with total_night_minutes | High correlation |
total_intl_minutes is highly overall correlated with total_intl_charge | High correlation |
total_intl_charge is highly overall correlated with total_intl_minutes | High correlation |
intl_plan is highly imbalanced (54.8%) | Imbalance |
phone_number is uniformly distributed | Uniform |
phone_number has unique values | Unique |
number_vmail_messages has 3678 (73.6%) zeros | Zeros |
number_customer_service_calls has 1023 (20.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-31 20:06:01.047369 |
|---|---|
| Analysis finished | 2023-03-31 20:06:19.758985 |
| Duration | 18.71 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
state
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| WV | 158 |
|---|---|
| MN | 125 |
| AL | 124 |
| ID | 119 |
| VA | 118 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KS |
|---|---|
| 2nd row | OH |
| 3rd row | NJ |
| 4th row | OH |
| 5th row | OK |
Common Values
| Value | Count | Frequency (%) |
| Other values (51) | 5000 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| wv | 158 | 3.2% |
| mn | 125 | 2.5% |
| al | 124 | 2.5% |
| id | 119 | 2.4% |
| va | 118 | 2.4% |
| oh | 116 | 2.3% |
| tx | 116 | 2.3% |
| wy | 115 | 2.3% |
| ny | 114 | 2.3% |
| or | 114 | 2.3% |
| Other values (41) | 3781 |
Most occurring characters
| Value | Count | Frequency (%) |
| Other values (24) | 10000 |
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| Other values (24) | 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Other values (24) | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Other values (24) | 10000 |
account_length
Real number (ℝ)
| Distinct | 218 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.2586 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.69455955 |
|---|---|
| Coefficient of variation (CV) | 0.3959217418 |
| Kurtosis | -0.1016210812 |
| Mean | 100.2586 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.1092911238 |
| Sum | 501293 |
| Variance | 1575.658058 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (218) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
area_code
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 415 | |
|---|---|
| 408 | |
| 510 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 415 |
|---|---|
| 2nd row | 415 |
| 3rd row | 415 |
| 4th row | 408 |
| 5th row | 415 |
Common Values
| Value | Count | Frequency (%) |
| Other values (3) | 5000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 415 | 2495 | |
| 408 | 1259 | |
| 510 | 1246 |
Most occurring characters
| Value | Count | Frequency (%) |
| Other values (5) | 15000 |
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| Other values (5) | 15000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| Other values (5) | 15000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Other values (5) | 15000 |
phone_number
Categorical
HIGH CARDINALITY UNIFORM UNIQUE
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 382-4657 | 1 |
|---|---|
| 328-8230 | 1 |
| 413-3643 | 1 |
| 418-9100 | 1 |
| 411-9481 | 1 |
| Other values (4995) |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Characters and Unicode
| Total characters | 45000 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 382-4657 |
|---|---|
| 2nd row | 371-7191 |
| 3rd row | 358-1921 |
| 4th row | 375-9999 |
| 5th row | 330-6626 |
Common Values
| Value | Count | Frequency (%) |
| Other values (5000) | 5000 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 382-4657 | 1 | < 0.1% |
| 344-9403 | 1 | < 0.1% |
| 330-6626 | 1 | < 0.1% |
| 391-8027 | 1 | < 0.1% |
| 355-9993 | 1 | < 0.1% |
| 329-9001 | 1 | < 0.1% |
| 335-4719 | 1 | < 0.1% |
| 353-3305 | 1 | < 0.1% |
| 330-8173 | 1 | < 0.1% |
| 363-1107 | 1 | < 0.1% |
| Other values (4990) | 4990 |
Most occurring characters
| Value | Count | Frequency (%) |
| Other values (12) | 45000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other values (3) | 45000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| Other values (10) | 35000 |
Space Separator
| Value | Count | Frequency (%) |
| No values found. | ||
Dash Punctuation
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| Other values (12) | 45000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Other values (12) | 45000 |
intl_plan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| no | |
|---|---|
| yes |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0946 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15473 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | yes |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| Other values (2) | 5000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 4527 | |
| yes | 473 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| Other values (6) | 15473 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other values (2) | 15473 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| Other values (5) | 10473 |
Space Separator
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring scripts
| Value | Count | Frequency (%) |
| Other values (2) | 15473 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Other values (5) | 10473 |
Common
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Other values (6) | 15473 |
voice_mail_plan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| no | |
|---|---|
| yes |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.2646 |
| Min length | 3 |
Characters and Unicode
| Total characters | 16323 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | yes |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| Other values (2) | 5000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 3677 | |
| yes | 1323 | 26.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| Other values (6) | 16323 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other values (2) | 16323 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| Other values (5) | 11323 |
Space Separator
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring scripts
| Value | Count | Frequency (%) |
| Other values (2) | 16323 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Other values (5) | 11323 |
Common
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Other values (6) | 16323 |
number_vmail_messages
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7552 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 3678 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 17 |
| 95-th percentile | 37 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 13.54639339 |
|---|---|
| Coefficient of variation (CV) | 1.746749715 |
| Kurtosis | 0.1991271752 |
| Mean | 7.7552 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.350493197 |
| Sum | 38776 |
| Variance | 183.5047739 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| Other values (48) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_day_minutes
Real number (ℝ)
| Distinct | 1961 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.2889 |
| Minimum | 0 |
|---|---|
| Maximum | 351.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.7 |
| Q1 | 143.7 |
| median | 180.1 |
| Q3 | 216.2 |
| 95-th percentile | 271.105 |
| Maximum | 351.5 |
| Range | 351.5 |
| Interquartile range (IQR) | 72.5 |
Descriptive statistics
| Standard deviation | 53.89469917 |
|---|---|
| Coefficient of variation (CV) | 0.2989352044 |
| Kurtosis | -0.02129447073 |
| Mean | 180.2889 |
| Median Absolute Deviation (MAD) | 36.3 |
| Skewness | -0.01173082717 |
| Sum | 901444.5 |
| Variance | 2904.638599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (1961) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_day_calls
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.0294 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.83119742 |
|---|---|
| Coefficient of variation (CV) | 0.1982536876 |
| Kurtosis | 0.1785677943 |
| Mean | 100.0294 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.08489096367 |
| Sum | 500147 |
| Variance | 393.2763909 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (123) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_day_charge
Real number (ℝ)
| Distinct | 1961 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.649668 |
| Minimum | 0 |
|---|---|
| Maximum | 59.76 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.59 |
| Q1 | 24.43 |
| median | 30.62 |
| Q3 | 36.75 |
| 95-th percentile | 46.0905 |
| Maximum | 59.76 |
| Range | 59.76 |
| Interquartile range (IQR) | 12.32 |
Descriptive statistics
| Standard deviation | 9.162068692 |
|---|---|
| Coefficient of variation (CV) | 0.298928807 |
| Kurtosis | -0.02116592527 |
| Mean | 30.649668 |
| Median Absolute Deviation (MAD) | 6.17 |
| Skewness | -0.01172900707 |
| Sum | 153248.34 |
| Variance | 83.94350271 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (1961) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_eve_minutes
Real number (ℝ)
| Distinct | 1879 |
|---|---|
| Distinct (%) | 37.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.63656 |
| Minimum | 0 |
|---|---|
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.495 |
| Q1 | 166.375 |
| median | 201 |
| Q3 | 234.1 |
| 95-th percentile | 283.72 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 67.725 |
Descriptive statistics
| Standard deviation | 50.55130897 |
|---|---|
| Coefficient of variation (CV) | 0.2519546237 |
| Kurtosis | 0.05137513056 |
| Mean | 200.63656 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | -0.01101769459 |
| Sum | 1003182.8 |
| Variance | 2555.434838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (1879) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_eve_calls
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.191 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.82649583 |
|---|---|
| Coefficient of variation (CV) | 0.1978869942 |
| Kurtosis | 0.1173634027 |
| Mean | 100.191 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.02017520328 |
| Sum | 500955 |
| Variance | 393.089937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (126) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_eve_charge
Categorical
| Distinct | 1660 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 15.9 | 15 |
|---|---|
| 14.25 | 15 |
| 16.12 | 14 |
| 18.79 | 13 |
| 18.96 | 13 |
| Other values (1655) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.8426 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24213 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 520 ? |
|---|---|
| Unique (%) | 10.4% |
Sample
| 1st row | 16.78 |
|---|---|
| 2nd row | ? |
| 3rd row | 10.3 |
| 4th row | 5.26 |
| 5th row | 12.61 |
Common Values
| Value | Count | Frequency (%) |
| Other values (1660) | 5000 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 15.9 | 15 | 0.3% |
| 14.25 | 15 | 0.3% |
| 16.12 | 14 | 0.3% |
| 18.79 | 13 | 0.3% |
| 18.96 | 13 | 0.3% |
| 16.97 | 13 | 0.3% |
| 19.41 | 12 | 0.2% |
| 18.62 | 11 | 0.2% |
| 17.82 | 11 | 0.2% |
| 16.18 | 11 | 0.2% |
| Other values (1650) | 4872 |
Most occurring characters
| Value | Count | Frequency (%) |
| Other values (12) | 24213 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other values (2) | 24213 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| Other values (10) | 19213 |
Other Punctuation
| Value | Count | Frequency (%) |
| Other values (2) | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| Other values (12) | 24213 |
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Other values (12) | 24213 |
total_night_minutes
Real number (ℝ)
| Distinct | 1853 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.39162 |
| Minimum | 0 |
|---|---|
| Maximum | 395 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 117.395 |
| Q1 | 166.9 |
| median | 200.4 |
| Q3 | 234.7 |
| 95-th percentile | 283.405 |
| Maximum | 395 |
| Range | 395 |
| Interquartile range (IQR) | 67.8 |
Descriptive statistics
| Standard deviation | 50.52778926 |
|---|---|
| Coefficient of variation (CV) | 0.2521452207 |
| Kurtosis | 0.08235919689 |
| Mean | 200.39162 |
| Median Absolute Deviation (MAD) | 33.8 |
| Skewness | 0.01932491656 |
| Sum | 1001958.1 |
| Variance | 2553.057487 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (1853) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_night_calls
Real number (ℝ)
| Distinct | 131 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.9192 |
| Minimum | 0 |
|---|---|
| Maximum | 175 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 175 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.95868586 |
|---|---|
| Coefficient of variation (CV) | 0.1997482552 |
| Kurtosis | 0.1444380753 |
| Mean | 99.9192 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.002132842744 |
| Sum | 499596 |
| Variance | 398.3491412 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (131) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_night_charge
Real number (ℝ)
| Distinct | 1028 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.017732 |
| Minimum | 0 |
|---|---|
| Maximum | 17.77 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.28 |
| Q1 | 7.51 |
| median | 9.02 |
| Q3 | 10.56 |
| 95-th percentile | 12.7505 |
| Maximum | 17.77 |
| Range | 17.77 |
| Interquartile range (IQR) | 3.05 |
Descriptive statistics
| Standard deviation | 2.273762656 |
|---|---|
| Coefficient of variation (CV) | 0.2521435163 |
| Kurtosis | 0.08237761539 |
| Mean | 9.017732 |
| Median Absolute Deviation (MAD) | 1.52 |
| Skewness | 0.01928674434 |
| Sum | 45088.66 |
| Variance | 5.169996615 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (1028) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_intl_minutes
Real number (ℝ)
| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.26178 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.761395715 |
|---|---|
| Coefficient of variation (CV) | 0.2690951974 |
| Kurtosis | 0.6553166102 |
| Mean | 10.26178 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.2099662929 |
| Sum | 51308.9 |
| Variance | 7.625306293 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (170) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_intl_calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4352 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.456788172 |
|---|---|
| Coefficient of variation (CV) | 0.5539295121 |
| Kurtosis | 3.268183647 |
| Mean | 4.4352 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.360692479 |
| Sum | 22176 |
| Variance | 6.035808122 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| Other values (21) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
total_intl_charge
Real number (ℝ)
| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.771146229 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 2.3 |
| median | 2.78 |
| Q3 | 3.24 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.94 |
Descriptive statistics
| Standard deviation | 0.7455799771 |
|---|---|
| Coefficient of variation (CV) | 0.2690511129 |
| Kurtosis | 0.655361707 |
| Mean | 2.771146229 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | -0.2100792212 |
| Sum | 13852.96 |
| Variance | 0.5558895022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| Other values (170) | 4999 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
number_customer_service_calls
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5704 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 1023 |
| Zeros (%) | 20.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.306363333 |
|---|---|
| Coefficient of variation (CV) | 0.8318666153 |
| Kurtosis | 1.48109554 |
| Mean | 1.5704 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.04246233 |
| Sum | 7852 |
| Variance | 1.706585157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| Other values (10) | 5000 |
| Value | Count | Frequency (%) |
| No values found. | ||
| Value | Count | Frequency (%) |
| No values found. | ||
churned
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| False. | |
|---|---|
| True. |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.8586 |
| Min length | 6 |
Characters and Unicode
| Total characters | 34293 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | False. |
|---|---|
| 2nd row | False. |
| 3rd row | False. |
| 4th row | False. |
| 5th row | False. |
Common Values
| Value | Count | Frequency (%) |
| Other values (2) | 5000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| false | 4293 | |
| true | 707 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Other values (10) | 34293 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other values (4) | 34293 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| Other values (6) | 19293 |
Uppercase Letter
| Value | Count | Frequency (%) |
| Other values (2) | 5000 |
Space Separator
| Value | Count | Frequency (%) |
| No values found. | ||
Other Punctuation
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring scripts
| Value | Count | Frequency (%) |
| Other values (2) | 34293 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| Other values (8) | 24293 |
Common
| Value | Count | Frequency (%) |
| Other values (2) | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| Other values (10) | 34293 |
| account_length | area_code | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| account_length | 1.000 | -0.018 | -0.015 | -0.001 | 0.028 | -0.001 | -0.010 | 0.009 | 0.001 | -0.008 | 0.001 | 0.001 | 0.014 | 0.001 | -0.001 |
| area_code | -0.018 | 1.000 | -0.003 | -0.019 | -0.019 | -0.019 | 0.007 | -0.012 | 0.002 | 0.015 | 0.002 | -0.004 | -0.014 | -0.004 | 0.021 |
| number_vmail_messages | -0.015 | -0.003 | 1.000 | 0.005 | 0.001 | 0.005 | 0.019 | -0.004 | 0.006 | 0.003 | 0.006 | 0.002 | 0.000 | 0.002 | -0.007 |
| total_day_minutes | -0.001 | -0.019 | 0.005 | 1.000 | 0.002 | 1.000 | -0.011 | 0.008 | 0.012 | 0.004 | 0.012 | -0.019 | -0.001 | -0.020 | 0.003 |
| total_day_calls | 0.028 | -0.019 | 0.001 | 0.002 | 1.000 | 0.002 | -0.001 | 0.004 | 0.003 | -0.008 | 0.003 | 0.013 | 0.011 | 0.013 | -0.011 |
| total_day_charge | -0.001 | -0.019 | 0.005 | 1.000 | 0.002 | 1.000 | -0.011 | 0.008 | 0.012 | 0.004 | 0.012 | -0.019 | -0.001 | -0.020 | 0.003 |
| total_eve_minutes | -0.010 | 0.007 | 0.019 | -0.011 | -0.001 | -0.011 | 1.000 | 0.003 | -0.017 | 0.013 | -0.017 | 0.000 | 0.008 | 0.000 | -0.014 |
| total_eve_calls | 0.009 | -0.012 | -0.004 | 0.008 | 0.004 | 0.008 | 0.003 | 1.000 | 0.002 | -0.014 | 0.002 | -0.007 | 0.006 | -0.008 | 0.006 |
| total_night_minutes | 0.001 | 0.002 | 0.006 | 0.012 | 0.003 | 0.012 | -0.017 | 0.002 | 1.000 | 0.027 | 1.000 | -0.007 | -0.017 | -0.007 | -0.009 |
| total_night_calls | -0.008 | 0.015 | 0.003 | 0.004 | -0.008 | 0.004 | 0.013 | -0.014 | 0.027 | 1.000 | 0.027 | 0.000 | -0.000 | 0.000 | -0.008 |
| total_night_charge | 0.001 | 0.002 | 0.006 | 0.012 | 0.003 | 0.012 | -0.017 | 0.002 | 1.000 | 0.027 | 1.000 | -0.007 | -0.017 | -0.007 | -0.009 |
| total_intl_minutes | 0.001 | -0.004 | 0.002 | -0.019 | 0.013 | -0.019 | 0.000 | -0.007 | -0.007 | 0.000 | -0.007 | 1.000 | 0.017 | 1.000 | -0.012 |
| total_intl_calls | 0.014 | -0.014 | 0.000 | -0.001 | 0.011 | -0.001 | 0.008 | 0.006 | -0.017 | -0.000 | -0.017 | 0.017 | 1.000 | 0.017 | -0.019 |
| total_intl_charge | 0.001 | -0.004 | 0.002 | -0.020 | 0.013 | -0.020 | 0.000 | -0.008 | -0.007 | 0.000 | -0.007 | 1.000 | 0.017 | 1.000 | -0.012 |
| number_customer_service_calls | -0.001 | 0.021 | -0.007 | 0.003 | -0.011 | 0.003 | -0.014 | 0.006 | -0.009 | -0.008 | -0.009 | -0.012 | -0.019 | -0.012 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.